{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import mpl\n",
    "\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei'] # 指定默认字体\n",
    "mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_meshgrid(x, y, h=.02):\n",
    "    \"\"\"准备用于绘图的网格点\n",
    "\n",
    "    参数\n",
    "    ----------\n",
    "    x: x轴数据点\n",
    "    y: y轴数据点\n",
    "    h: 间隔距离\n",
    "\n",
    "    返回值\n",
    "    -------\n",
    "    xx, yy : ndarray\n",
    "    \"\"\"\n",
    "    x_min, x_max = x.min() - 1, x.max() + 1\n",
    "    y_min, y_max = y.min() - 1, y.max() + 1\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    "                         np.arange(y_min, y_max, h))\n",
    "    return xx, yy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_contours(ax, clf, xx, yy, **params):\n",
    "    \"\"\"绘制分类器的边界\n",
    "\n",
    "    参数\n",
    "    ----------\n",
    "    ax: matplotlib axes对象\n",
    "    clf: 一个分类器\n",
    "    xx: 网格点\n",
    "    yy: 网格点\n",
    "    params: 控制绘图的其他参数字典\n",
    "    \"\"\"\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    out = ax.contour(xx, yy, Z, **params)\n",
    "    return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14739943a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 载入鸢尾花数据集\n",
    "iris = datasets.load_iris()\n",
    "# 为了后面绘图方便，我们只使用两个特征\n",
    "X = iris.data[:, :2]\n",
    "y = iris.target\n",
    "\n",
    "\n",
    "C = 1.0\n",
    "# 备用的各种模型设置\n",
    "models = (svm.SVC(kernel='linear', C=C),\n",
    "          svm.LinearSVC(C=C),\n",
    "          svm.SVC(kernel='rbf', gamma=0.7, C=C),\n",
    "          svm.SVC(kernel='poly', degree=3, C=C))\n",
    "# 训练模型\n",
    "models = (clf.fit(X, y) for clf in models)\n",
    "\n",
    "# 各模型标题\n",
    "titles = (u'SVC(线性核)',\n",
    "          u'LinearSVC (线性核)',\n",
    "          u'SVC(RBF)',\n",
    "          u'SVC(3次多项式核)')\n",
    "\n",
    "# 把整个图划分成2*2网格\n",
    "fig, sub = plt.subplots(2, 2,figsize=(12,8))\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.2)\n",
    "\n",
    "X0, X1 = X[:, 0], X[:, 1]\n",
    "xx, yy = make_meshgrid(X0, X1)\n",
    "\n",
    "for clf, title, ax in zip(models, titles, sub.flatten()):\n",
    "    plot_contours(ax, clf, xx, yy,alpha=0.8)\n",
    "    ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
    "    ax.set_xlim(xx.min(), xx.max())\n",
    "    ax.set_ylim(yy.min(), yy.max())\n",
    "    ax.set_xlabel(u'萼片长')\n",
    "    ax.set_ylabel(u'萼片宽')\n",
    "    ax.set_xticks(()) # 不显示坐标\n",
    "    ax.set_yticks(()) # 不显示坐标\n",
    "    ax.set_title(title)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
